Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 3288 |
| Missing cells | 5 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 822.1 KiB |
| Average record size in memory | 256.0 B |
Variable types
| Numeric | 27 |
|---|---|
| Categorical | 5 |
time has a high cardinality: 3288 distinct values | High cardinality |
df_index is highly correlated with open and 5 other fields | High correlation |
open is highly correlated with df_index and 4 other fields | High correlation |
high is highly correlated with df_index and 4 other fields | High correlation |
low is highly correlated with df_index and 4 other fields | High correlation |
close is highly correlated with df_index and 4 other fields | High correlation |
volume is highly correlated with pvo12-26 | High correlation |
sma5-20 is highly correlated with sma8-15 and 5 other fields | High correlation |
sma8-15 is highly correlated with sma5-20 and 6 other fields | High correlation |
sma20-50 is highly correlated with sma5-20 and 4 other fields | High correlation |
ema5-20 is highly correlated with sma5-20 and 6 other fields | High correlation |
macd is highly correlated with sma5-20 and 6 other fields | High correlation |
ao14 is highly correlated with wd14 and 6 other fields | High correlation |
wd14 is highly correlated with ao14 and 6 other fields | High correlation |
ppo12-26 is highly correlated with sma8-15 and 10 other fields | High correlation |
rsi14 is highly correlated with ao14 and 6 other fields | High correlation |
mfi14 is highly correlated with ao14 and 6 other fields | High correlation |
tsi is highly correlated with ao14 and 6 other fields | High correlation |
so14 is highly correlated with ao14 and 6 other fields | High correlation |
cmo14 is highly correlated with ao14 and 6 other fields | High correlation |
pvo12-26 is highly correlated with volume | High correlation |
adl is highly correlated with df_index | High correlation |
obv is highly correlated with df_index and 4 other fields | High correlation |
fi13 is highly correlated with sma5-20 and 4 other fields | High correlation |
fi50 is highly correlated with sma5-20 and 6 other fields | High correlation |
return is highly correlated with close_buy_indicator and 1 other fields | High correlation |
close_buy_indicator is highly correlated with return | High correlation |
close_short_indicator is highly correlated with return | High correlation |
df_index is highly correlated with open and 4 other fields | High correlation |
open is highly correlated with df_index and 4 other fields | High correlation |
high is highly correlated with df_index and 4 other fields | High correlation |
low is highly correlated with df_index and 4 other fields | High correlation |
close is highly correlated with df_index and 4 other fields | High correlation |
volume is highly correlated with pvo12-26 | High correlation |
sma5-20 is highly correlated with sma8-15 and 12 other fields | High correlation |
sma8-15 is highly correlated with sma5-20 and 13 other fields | High correlation |
sma20-50 is highly correlated with sma8-15 and 6 other fields | High correlation |
ema5-20 is highly correlated with sma5-20 and 13 other fields | High correlation |
macd is highly correlated with sma5-20 and 13 other fields | High correlation |
ao14 is highly correlated with sma5-20 and 12 other fields | High correlation |
adx14 is highly correlated with pvo12-26 | High correlation |
wd14 is highly correlated with sma5-20 and 12 other fields | High correlation |
ppo12-26 is highly correlated with sma5-20 and 13 other fields | High correlation |
rsi14 is highly correlated with sma5-20 and 13 other fields | High correlation |
mfi14 is highly correlated with sma5-20 and 12 other fields | High correlation |
tsi is highly correlated with sma5-20 and 13 other fields | High correlation |
so14 is highly correlated with sma5-20 and 12 other fields | High correlation |
cmo14 is highly correlated with sma5-20 and 12 other fields | High correlation |
pvo12-26 is highly correlated with volume and 1 other fields | High correlation |
obv is highly correlated with df_index and 4 other fields | High correlation |
fi13 is highly correlated with sma5-20 and 12 other fields | High correlation |
fi50 is highly correlated with sma5-20 and 13 other fields | High correlation |
return is highly correlated with close_buy_indicator and 1 other fields | High correlation |
close_buy_indicator is highly correlated with return | High correlation |
close_short_indicator is highly correlated with return | High correlation |
df_index is highly correlated with open and 4 other fields | High correlation |
open is highly correlated with df_index and 4 other fields | High correlation |
high is highly correlated with df_index and 4 other fields | High correlation |
low is highly correlated with df_index and 4 other fields | High correlation |
close is highly correlated with df_index and 4 other fields | High correlation |
sma5-20 is highly correlated with sma8-15 and 10 other fields | High correlation |
sma8-15 is highly correlated with sma5-20 and 12 other fields | High correlation |
sma20-50 is highly correlated with ema5-20 and 4 other fields | High correlation |
ema5-20 is highly correlated with sma5-20 and 13 other fields | High correlation |
macd is highly correlated with sma5-20 and 7 other fields | High correlation |
ao14 is highly correlated with sma5-20 and 7 other fields | High correlation |
wd14 is highly correlated with sma8-15 and 8 other fields | High correlation |
ppo12-26 is highly correlated with sma5-20 and 9 other fields | High correlation |
rsi14 is highly correlated with sma5-20 and 12 other fields | High correlation |
mfi14 is highly correlated with sma5-20 and 8 other fields | High correlation |
tsi is highly correlated with sma8-15 and 10 other fields | High correlation |
so14 is highly correlated with sma5-20 and 10 other fields | High correlation |
cmo14 is highly correlated with sma5-20 and 10 other fields | High correlation |
obv is highly correlated with df_index and 4 other fields | High correlation |
fi13 is highly correlated with sma5-20 and 7 other fields | High correlation |
fi50 is highly correlated with sma5-20 and 8 other fields | High correlation |
so14 is highly correlated with cmo14 and 8 other fields | High correlation |
low is highly correlated with sma8-15 and 11 other fields | High correlation |
close_buy_indicator is highly correlated with return | High correlation |
volume is highly correlated with fi13 and 2 other fields | High correlation |
close_short_indicator is highly correlated with return | High correlation |
sma8-15 is highly correlated with low and 16 other fields | High correlation |
df_index is highly correlated with low and 13 other fields | High correlation |
fi13 is highly correlated with volume and 6 other fields | High correlation |
atrp14 is highly correlated with tsi and 2 other fields | High correlation |
cmo14 is highly correlated with so14 and 8 other fields | High correlation |
fi50 is highly correlated with low and 15 other fields | High correlation |
obv is highly correlated with low and 13 other fields | High correlation |
ema5-20 is highly correlated with so14 and 18 other fields | High correlation |
close is highly correlated with low and 11 other fields | High correlation |
ao14 is highly correlated with so14 and 6 other fields | High correlation |
high is highly correlated with low and 11 other fields | High correlation |
mfi14 is highly correlated with so14 and 9 other fields | High correlation |
macd is highly correlated with low and 14 other fields | High correlation |
sma5-20 is highly correlated with so14 and 17 other fields | High correlation |
tsi is highly correlated with so14 and 14 other fields | High correlation |
open is highly correlated with low and 11 other fields | High correlation |
adl is highly correlated with low and 6 other fields | High correlation |
return is highly correlated with close_buy_indicator and 4 other fields | High correlation |
ppo12-26 is highly correlated with so14 and 15 other fields | High correlation |
wd14 is highly correlated with so14 and 13 other fields | High correlation |
rsi14 is highly correlated with so14 and 13 other fields | High correlation |
adx14 is highly correlated with df_index and 8 other fields | High correlation |
pvo12-26 is highly correlated with volume and 4 other fields | High correlation |
sma20-50 is highly correlated with low and 13 other fields | High correlation |
df_index is uniformly distributed | Uniform |
time is uniformly distributed | Uniform |
df_index has unique values | Unique |
time has unique values | Unique |
sma8-15 has unique values | Unique |
sma20-50 has unique values | Unique |
ema5-20 has unique values | Unique |
macd has unique values | Unique |
wd14 has unique values | Unique |
ppo12-26 has unique values | Unique |
so14 has unique values | Unique |
pvo12-26 has unique values | Unique |
fi13 has unique values | Unique |
fi50 has unique values | Unique |
Reproduction
| Analysis started | 2022-06-05 10:37:35.540955 |
|---|---|
| Analysis finished | 2022-06-05 10:38:51.355581 |
| Duration | 1 minute and 15.81 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
df_index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1643.5 |
| Minimum | 0 |
|---|---|
| Maximum | 3287 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 164.35 |
| Q1 | 821.75 |
| median | 1643.5 |
| Q3 | 2465.25 |
| 95-th percentile | 3122.65 |
| Maximum | 3287 |
| Range | 3287 |
| Interquartile range (IQR) | 1643.5 |
Descriptive statistics
| Standard deviation | 949.3081691 |
|---|---|
| Coefficient of variation (CV) | 0.5776137324 |
| Kurtosis | -1.2 |
| Mean | 1643.5 |
| Median Absolute Deviation (MAD) | 822 |
| Skewness | 0 |
| Sum | 5403828 |
| Variance | 901186 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 537 | 1 | < 0.1% |
| 557 | 1 | < 0.1% |
| 2604 | 1 | < 0.1% |
| 553 | 1 | < 0.1% |
| 2600 | 1 | < 0.1% |
| 549 | 1 | < 0.1% |
| 2596 | 1 | < 0.1% |
| 545 | 1 | < 0.1% |
| 2592 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 3287 | 1 | |
| 3286 | 1 | |
| 3285 | 1 | |
| 3284 | 1 | |
| 3283 | 1 | |
| 3282 | 1 | |
| 3281 | 1 | |
| 3280 | 1 | |
| 3279 | 1 | |
| 3278 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.8 KiB |
| 2021-10-15 00:00:00 | 1 |
|---|---|
| 2021-02-21 00:00:00 | 1 |
| 2016-02-01 00:00:00 | 1 |
| 2021-08-14 00:00:00 | 1 |
| 2018-03-05 00:00:00 | 1 |
| Other values (3283) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 62472 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 4 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3288 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2013-04-01 00:00:00 |
|---|---|
| 2nd row | 2013-04-02 00:00:00 |
| 3rd row | 2013-04-03 00:00:00 |
| 4th row | 2013-04-04 00:00:00 |
| 5th row | 2013-04-05 00:00:00 |
Common Values
| Value | Count | Frequency (%) |
| 2021-10-15 00:00:00 | 1 | < 0.1% |
| 2021-02-21 00:00:00 | 1 | < 0.1% |
| 2016-02-01 00:00:00 | 1 | < 0.1% |
| 2021-08-14 00:00:00 | 1 | < 0.1% |
| 2018-03-05 00:00:00 | 1 | < 0.1% |
| 2016-11-30 00:00:00 | 1 | < 0.1% |
| 2017-05-19 00:00:00 | 1 | < 0.1% |
| 2020-04-21 00:00:00 | 1 | < 0.1% |
| 2020-05-19 00:00:00 | 1 | < 0.1% |
| 2019-10-14 00:00:00 | 1 | < 0.1% |
| Other values (3278) | 3278 |
Length
| Value | Count | Frequency (%) |
| 00:00:00 | 3288 | |
| 2020-06-23 | 1 | < 0.1% |
| 2014-02-09 | 1 | < 0.1% |
| 2013-10-06 | 1 | < 0.1% |
| 2019-01-22 | 1 | < 0.1% |
| 2020-11-18 | 1 | < 0.1% |
| 2021-11-03 | 1 | < 0.1% |
| 2019-08-23 | 1 | < 0.1% |
| 2015-06-24 | 1 | < 0.1% |
| 2020-12-25 | 1 | < 0.1% |
| Other values (3279) | 3279 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| - | 6576 | 10.5% |
| : | 6576 | 10.5% |
| 2 | 6131 | 9.8% |
| 1 | 5676 | 9.1% |
| 3288 | 5.3% | |
| 3 | 1040 | 1.7% |
| 5 | 968 | 1.5% |
| 7 | 968 | 1.5% |
| 8 | 968 | 1.5% |
| Other values (3) | 2872 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 46032 | |
| Dash Punctuation | 6576 | 10.5% |
| Other Punctuation | 6576 | 10.5% |
| Space Separator | 3288 | 5.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| 2 | 6131 | 13.3% |
| 1 | 5676 | 12.3% |
| 3 | 1040 | 2.3% |
| 5 | 968 | 2.1% |
| 7 | 968 | 2.1% |
| 8 | 968 | 2.1% |
| 4 | 960 | 2.1% |
| 6 | 960 | 2.1% |
| 9 | 952 | 2.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 6576 |
Space Separator
| Value | Count | Frequency (%) |
| 3288 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 6576 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 62472 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| - | 6576 | 10.5% |
| : | 6576 | 10.5% |
| 2 | 6131 | 9.8% |
| 1 | 5676 | 9.1% |
| 3288 | 5.3% | |
| 3 | 1040 | 1.7% |
| 5 | 968 | 1.5% |
| 7 | 968 | 1.5% |
| 8 | 968 | 1.5% |
| Other values (3) | 2872 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 62472 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 27409 | |
| - | 6576 | 10.5% |
| : | 6576 | 10.5% |
| 2 | 6131 | 9.8% |
| 1 | 5676 | 9.1% |
| 3288 | 5.3% | |
| 3 | 1040 | 1.7% |
| 5 | 968 | 1.5% |
| 7 | 968 | 1.5% |
| 8 | 968 | 1.5% |
| Other values (3) | 2872 | 4.6% |
| Distinct | 3282 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9900.45578 |
| Minimum | 65.60316449 |
|---|---|
| Maximum | 67532.45751 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 65.60316449 |
|---|---|
| 5-th percentile | 127.3281879 |
| Q1 | 445.7187455 |
| median | 3663.386892 |
| Q3 | 9636.941098 |
| 95-th percentile | 48854.77973 |
| Maximum | 67532.45751 |
| Range | 67466.85434 |
| Interquartile range (IQR) | 9191.222353 |
Descriptive statistics
| Standard deviation | 15566.28288 |
|---|---|
| Coefficient of variation (CV) | 1.572279421 |
| Kurtosis | 2.84262044 |
| Mean | 9900.45578 |
| Median Absolute Deviation (MAD) | 3413.889327 |
| Skewness | 1.998364302 |
| Sum | 32552698.6 |
| Variance | 242309162.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 604.2724602 | 7 | 0.2% |
| 245.4450485 | 1 | < 0.1% |
| 603.7245909 | 1 | < 0.1% |
| 11241.52916 | 1 | < 0.1% |
| 2502.007225 | 1 | < 0.1% |
| 8114.584213 | 1 | < 0.1% |
| 10626.96685 | 1 | < 0.1% |
| 41616.21725 | 1 | < 0.1% |
| 8362.003593 | 1 | < 0.1% |
| 54743.1557 | 1 | < 0.1% |
| Other values (3272) | 3272 |
| Value | Count | Frequency (%) |
| 65.60316449 | 1 | |
| 67.1868926 | 1 | |
| 69.55488891 | 1 | |
| 70.35055329 | 1 | |
| 73.68310744 | 1 | |
| 74.08353603 | 1 | |
| 77.61846291 | 1 | |
| 80.72174036 | 1 | |
| 81.86502954 | 1 | |
| 82.68131609 | 1 |
| Value | Count | Frequency (%) |
| 67532.45751 | 1 | |
| 66865.12176 | 1 | |
| 65799.47829 | 1 | |
| 65098.83762 | 1 | |
| 64963.85777 | 1 | |
| 64927.67107 | 1 | |
| 64477.98939 | 1 | |
| 64331.47512 | 1 | |
| 64184.52932 | 1 | |
| 64047.67895 | 1 |
| Distinct | 3282 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9928.352074 |
| Minimum | 65.88802943 |
|---|---|
| Maximum | 67570.90869 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 65.88802943 |
|---|---|
| 5-th percentile | 127.3641869 |
| Q1 | 445.9275398 |
| median | 3704.637952 |
| Q3 | 9668.109259 |
| 95-th percentile | 48908.67521 |
| Maximum | 67570.90869 |
| Range | 67505.02066 |
| Interquartile range (IQR) | 9222.181719 |
Descriptive statistics
| Standard deviation | 15579.94158 |
|---|---|
| Coefficient of variation (CV) | 1.569237418 |
| Kurtosis | 2.833816332 |
| Mean | 9928.352074 |
| Median Absolute Deviation (MAD) | 3454.151074 |
| Skewness | 1.99548067 |
| Sum | 32644421.62 |
| Variance | 242734579.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 604.2724602 | 7 | 0.2% |
| 4053.506677 | 1 | < 0.1% |
| 424.8413621 | 1 | < 0.1% |
| 7369.010985 | 1 | < 0.1% |
| 282.543468 | 1 | < 0.1% |
| 6401.160459 | 1 | < 0.1% |
| 687.7939361 | 1 | < 0.1% |
| 8225.20038 | 1 | < 0.1% |
| 508.5529028 | 1 | < 0.1% |
| 90.10644495 | 1 | < 0.1% |
| Other values (3272) | 3272 |
| Value | Count | Frequency (%) |
| 65.88802943 | 1 | |
| 67.28752855 | 1 | |
| 69.62365103 | 1 | |
| 70.48970552 | 1 | |
| 73.75992895 | 1 | |
| 74.14794278 | 1 | |
| 77.74468093 | 1 | |
| 80.83700971 | 1 | |
| 81.95247213 | 1 | |
| 82.79345651 | 1 |
| Value | Count | Frequency (%) |
| 67570.90869 | 1 | |
| 66920.96196 | 1 | |
| 65839.6787 | 1 | |
| 65135.53527 | 1 | |
| 65002.693 | 1 | |
| 64965.45233 | 1 | |
| 64509.55135 | 1 | |
| 64395.88104 | 1 | |
| 64225.29345 | 1 | |
| 64076.9718 | 1 |
| Distinct | 3282 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9881.085872 |
| Minimum | 65.35693575 |
|---|---|
| Maximum | 67477.46643 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 65.35693575 |
|---|---|
| 5-th percentile | 127.2924431 |
| Q1 | 445.4374074 |
| median | 3616.346076 |
| Q3 | 9619.486733 |
| 95-th percentile | 48797.36832 |
| Maximum | 67477.46643 |
| Range | 67412.1095 |
| Interquartile range (IQR) | 9174.049326 |
Descriptive statistics
| Standard deviation | 15550.37228 |
|---|---|
| Coefficient of variation (CV) | 1.573751355 |
| Kurtosis | 2.847033869 |
| Mean | 9881.085872 |
| Median Absolute Deviation (MAD) | 3369.177932 |
| Skewness | 1.999704952 |
| Sum | 32489010.35 |
| Variance | 241814078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 604.2724602 | 7 | 0.2% |
| 251.8620163 | 1 | < 0.1% |
| 1207.023685 | 1 | < 0.1% |
| 55831.69237 | 1 | < 0.1% |
| 6452.605954 | 1 | < 0.1% |
| 1823.706528 | 1 | < 0.1% |
| 226.6288504 | 1 | < 0.1% |
| 47560.81622 | 1 | < 0.1% |
| 56782.88484 | 1 | < 0.1% |
| 46568.81222 | 1 | < 0.1% |
| Other values (3272) | 3272 |
| Value | Count | Frequency (%) |
| 65.35693575 | 1 | |
| 67.08530692 | 1 | |
| 69.48452244 | 1 | |
| 70.24296409 | 1 | |
| 73.6166392 | 1 | |
| 74.02026573 | 1 | |
| 77.52174689 | 1 | |
| 80.61506277 | 1 | |
| 81.77281749 | 1 | |
| 82.56270498 | 1 |
| Value | Count | Frequency (%) |
| 67477.46643 | 1 | |
| 66797.77256 | 1 | |
| 65758.65039 | 1 | |
| 65039.73764 | 1 | |
| 64917.59364 | 1 | |
| 64866.25433 | 1 | |
| 64438.95249 | 1 | |
| 64253.313 | 1 | |
| 64129.74716 | 1 | |
| 64018.21521 | 1 |
| Distinct | 3281 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9901.281281 |
| Minimum | 65.67458593 |
|---|---|
| Maximum | 67531.15208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 65.67458593 |
|---|---|
| 5-th percentile | 127.3319431 |
| Q1 | 445.7452806 |
| median | 3641.013469 |
| Q3 | 9637.043567 |
| 95-th percentile | 48854.20163 |
| Maximum | 67531.15208 |
| Range | 67465.47749 |
| Interquartile range (IQR) | 9191.298286 |
Descriptive statistics
| Standard deviation | 15566.7446 |
|---|---|
| Coefficient of variation (CV) | 1.572194967 |
| Kurtosis | 2.841340278 |
| Mean | 9901.281281 |
| Median Absolute Deviation (MAD) | 3392.947196 |
| Skewness | 1.997983998 |
| Sum | 32555412.85 |
| Variance | 242323537.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 604.2724602 | 8 | 0.2% |
| 577.7552259 | 1 | < 0.1% |
| 73.68481776 | 1 | < 0.1% |
| 373.322387 | 1 | < 0.1% |
| 122.9799361 | 1 | < 0.1% |
| 238.1228889 | 1 | < 0.1% |
| 1219.66608 | 1 | < 0.1% |
| 18332.56981 | 1 | < 0.1% |
| 278.1960493 | 1 | < 0.1% |
| 7246.174972 | 1 | < 0.1% |
| Other values (3271) | 3271 |
| Value | Count | Frequency (%) |
| 65.67458593 | 1 | |
| 67.1740807 | 1 | |
| 69.55297606 | 1 | |
| 70.36663126 | 1 | |
| 73.68481776 | 1 | |
| 74.08156946 | 1 | |
| 77.65163788 | 1 | |
| 80.73046564 | 1 | |
| 81.86143282 | 1 | |
| 82.67244823 | 1 |
| Value | Count | Frequency (%) |
| 67531.15208 | 1 | |
| 66863.43309 | 1 | |
| 65801.89312 | 1 | |
| 65096.89639 | 1 | |
| 64962.21407 | 1 | |
| 64926.69775 | 1 | |
| 64479.04499 | 1 | |
| 64329.03657 | 1 | |
| 64182.94189 | 1 | |
| 64047.9025 | 1 |
| Distinct | 3282 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.63006767 |
| Minimum | 0 |
|---|---|
| Maximum | 522.8009426 |
| Zeros | 7 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12.00393465 |
| Q1 | 22.82159864 |
| median | 35.07034389 |
| Q3 | 54.90065701 |
| 95-th percentile | 104.5739049 |
| Maximum | 522.8009426 |
| Range | 522.8009426 |
| Interquartile range (IQR) | 32.07905836 |
Descriptive statistics
| Standard deviation | 35.65385174 |
|---|---|
| Coefficient of variation (CV) | 0.7988751439 |
| Kurtosis | 26.08785516 |
| Mean | 44.63006767 |
| Median Absolute Deviation (MAD) | 14.52973865 |
| Skewness | 3.605493689 |
| Sum | 146743.6625 |
| Variance | 1271.197144 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.2% |
| 41.8835193 | 1 | < 0.1% |
| 79.44708852 | 1 | < 0.1% |
| 21.96102905 | 1 | < 0.1% |
| 45.37714596 | 1 | < 0.1% |
| 52.76308436 | 1 | < 0.1% |
| 101.7821157 | 1 | < 0.1% |
| 48.75987007 | 1 | < 0.1% |
| 63.32436754 | 1 | < 0.1% |
| 37.62327937 | 1 | < 0.1% |
| Other values (3272) | 3272 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 5.165258952 | 1 | < 0.1% |
| 5.498076353 | 1 | < 0.1% |
| 5.769349784 | 1 | < 0.1% |
| 6.022785374 | 1 | < 0.1% |
| 6.246813377 | 1 | < 0.1% |
| 6.381888796 | 1 | < 0.1% |
| 6.472261317 | 1 | < 0.1% |
| 6.482340472 | 1 | < 0.1% |
| 6.657390299 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 522.8009426 | 1 | |
| 472.4533182 | 1 | |
| 367.1752714 | 1 | |
| 335.7584886 | 1 | |
| 315.179188 | 1 | |
| 297.1878245 | 1 | |
| 286.102693 | 1 | |
| 274.3716861 | 1 | |
| 256.5871895 | 1 | |
| 256.1653501 | 1 |
| Distinct | 3284 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.3693107 |
| Minimum | -11211.17654 |
|---|---|
| Maximum | 8505.411913 |
| Zeros | 5 |
| Zeros (%) | 0.2% |
| Negative | 1460 |
| Negative (%) | 44.4% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -11211.17654 |
|---|---|
| 5-th percentile | -1549.239685 |
| Q1 | -42.37865837 |
| median | 4.365669023 |
| Q3 | 153.8813425 |
| 95-th percentile | 2053.326256 |
| Maximum | 8505.411913 |
| Range | 19716.58845 |
| Interquartile range (IQR) | 196.2600009 |
Descriptive statistics
| Standard deviation | 1417.572919 |
|---|---|
| Coefficient of variation (CV) | 14.12356933 |
| Kurtosis | 15.11404888 |
| Mean | 100.3693107 |
| Median Absolute Deviation (MAD) | 87.93853817 |
| Skewness | 0.3800710801 |
| Sum | 330014.2937 |
| Variance | 2009512.98 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | 0.2% |
| -3.044081999 | 1 | < 0.1% |
| -3672.296074 | 1 | < 0.1% |
| -13.3968862 | 1 | < 0.1% |
| -105.0610561 | 1 | < 0.1% |
| 108.267829 | 1 | < 0.1% |
| -42.17498535 | 1 | < 0.1% |
| -1554.469737 | 1 | < 0.1% |
| -5.720409351 | 1 | < 0.1% |
| -335.6904773 | 1 | < 0.1% |
| Other values (3274) | 3274 |
| Value | Count | Frequency (%) |
| -11211.17654 | 1 | |
| -10716.06271 | 1 | |
| -10529.01427 | 1 | |
| -10179.77915 | 1 | |
| -10138.39552 | 1 | |
| -9349.270911 | 1 | |
| -9264.352789 | 1 | |
| -8321.469351 | 1 | |
| -8105.798897 | 1 | |
| -6844.538983 | 1 |
| Value | Count | Frequency (%) |
| 8505.411913 | 1 | |
| 8200.883565 | 1 | |
| 8130.747967 | 1 | |
| 8125.687545 | 1 | |
| 8040.77334 | 1 | |
| 7888.363451 | 1 | |
| 7746.38989 | 1 | |
| 7659.490307 | 1 | |
| 7533.093475 | 1 | |
| 7527.167938 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.91750449 |
| Minimum | -3953.139249 |
|---|---|
| Maximum | 3425.158415 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1437 |
| Negative (%) | 43.7% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -3953.139249 |
|---|---|
| 5-th percentile | -575.4360495 |
| Q1 | -14.7590178 |
| median | 1.87529331 |
| Q3 | 62.0645714 |
| 95-th percentile | 829.6952815 |
| Maximum | 3425.158415 |
| Range | 7378.297664 |
| Interquartile range (IQR) | 76.8235892 |
Descriptive statistics
| Standard deviation | 539.7227488 |
|---|---|
| Coefficient of variation (CV) | 11.75418296 |
| Kurtosis | 13.60793638 |
| Mean | 45.91750449 |
| Median Absolute Deviation (MAD) | 31.25339694 |
| Skewness | 0.5205561634 |
| Sum | 150976.7548 |
| Variance | 291300.6456 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70.05462904 | 1 | < 0.1% |
| -219.362602 | 1 | < 0.1% |
| -9.584980629 | 1 | < 0.1% |
| 1150.561389 | 1 | < 0.1% |
| 15.68305387 | 1 | < 0.1% |
| -323.2457797 | 1 | < 0.1% |
| 39.30248123 | 1 | < 0.1% |
| -243.5360793 | 1 | < 0.1% |
| 34.45717113 | 1 | < 0.1% |
| 36.61236812 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -3953.139249 | 1 | |
| -3822.79827 | 1 | |
| -3702.621631 | 1 | |
| -3534.837156 | 1 | |
| -3525.535837 | 1 | |
| -3371.072033 | 1 | |
| -3110.610716 | 1 | |
| -3099.053618 | 1 | |
| -2785.541813 | 1 | |
| -2701.039375 | 1 |
| Value | Count | Frequency (%) |
| 3425.158415 | 1 | |
| 3244.268604 | 1 | |
| 3226.47208 | 1 | |
| 3189.244233 | 1 | |
| 3180.256528 | 1 | |
| 2978.30369 | 1 | |
| 2955.745379 | 1 | |
| 2883.736715 | 1 | |
| 2865.801291 | 1 | |
| 2853.938874 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.7679235 |
| Minimum | -5972.053105 |
|---|---|
| Maximum | 7468.414222 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1402 |
| Negative (%) | 42.6% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -5972.053105 |
|---|---|
| 5-th percentile | -1150.493788 |
| Q1 | -37.28487716 |
| median | 7.670785426 |
| Q3 | 199.7429254 |
| 95-th percentile | 3188.3105 |
| Maximum | 7468.414222 |
| Range | 13440.46733 |
| Interquartile range (IQR) | 237.0278025 |
Descriptive statistics
| Standard deviation | 1415.865037 |
|---|---|
| Coefficient of variation (CV) | 7.500559472 |
| Kurtosis | 7.116245072 |
| Mean | 188.7679235 |
| Median Absolute Deviation (MAD) | 78.36720305 |
| Skewness | 0.9035026259 |
| Sum | 620668.9325 |
| Variance | 2004673.802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.96066111 | 1 | < 0.1% |
| 4.441220674 | 1 | < 0.1% |
| 637.7338317 | 1 | < 0.1% |
| 7.422342441 | 1 | < 0.1% |
| -1524.800496 | 1 | < 0.1% |
| 28.5939912 | 1 | < 0.1% |
| -593.7663933 | 1 | < 0.1% |
| 80.43419934 | 1 | < 0.1% |
| -3387.627476 | 1 | < 0.1% |
| -429.843068 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -5972.053105 | 1 | |
| -5944.516553 | 1 | |
| -5934.454922 | 1 | |
| -5859.910389 | 1 | |
| -5809.260457 | 1 | |
| -5790.222091 | 1 | |
| -5760.760947 | 1 | |
| -5759.403203 | 1 | |
| -5722.555111 | 1 | |
| -5704.44409 | 1 |
| Value | Count | Frequency (%) |
| 7468.414222 | 1 | |
| 7324.090163 | 1 | |
| 7244.277067 | 1 | |
| 7068.832168 | 1 | |
| 6976.354396 | 1 | |
| 6900.518009 | 1 | |
| 6595.839583 | 1 | |
| 6541.637566 | 1 | |
| 6334.871515 | 1 | |
| 6232.295002 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.25974386 |
| Minimum | -8080.343627 |
|---|---|
| Maximum | 7141.950363 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1428 |
| Negative (%) | 43.4% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -8080.343627 |
|---|---|
| 5-th percentile | -1187.775714 |
| Q1 | -28.98727472 |
| median | 3.716146457 |
| Q3 | 126.5431853 |
| 95-th percentile | 1773.355045 |
| Maximum | 7141.950363 |
| Range | 15222.29399 |
| Interquartile range (IQR) | 155.53046 |
Descriptive statistics
| Standard deviation | 1114.461307 |
|---|---|
| Coefficient of variation (CV) | 11.34199279 |
| Kurtosis | 13.18177014 |
| Mean | 98.25974386 |
| Median Absolute Deviation (MAD) | 64.22727359 |
| Skewness | 0.526860965 |
| Sum | 323078.0378 |
| Variance | 1242024.004 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -934.733213 | 1 | < 0.1% |
| -2171.50584 | 1 | < 0.1% |
| -4.153033623 | 1 | < 0.1% |
| -2619.930753 | 1 | < 0.1% |
| 1826.121073 | 1 | < 0.1% |
| -7.267741388 | 1 | < 0.1% |
| 165.3272183 | 1 | < 0.1% |
| 17.31319706 | 1 | < 0.1% |
| -91.04841007 | 1 | < 0.1% |
| -143.7682085 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -8080.343627 | 1 | |
| -7664.646101 | 1 | |
| -7568.664188 | 1 | |
| -7293.115905 | 1 | |
| -7079.824799 | 1 | |
| -6919.885448 | 1 | |
| -6647.065529 | 1 | |
| -5970.112439 | 1 | |
| -5405.568291 | 1 | |
| -5314.767032 | 1 |
| Value | Count | Frequency (%) |
| 7141.950363 | 1 | |
| 6752.021431 | 1 | |
| 6733.078319 | 1 | |
| 6601.513726 | 1 | |
| 6595.359186 | 1 | |
| 6337.161759 | 1 | |
| 6053.290316 | 1 | |
| 5915.597252 | 1 | |
| 5832.546162 | 1 | |
| 5820.077902 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.98394214 |
| Minimum | -5071.862491 |
|---|---|
| Maximum | 5158.728319 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1426 |
| Negative (%) | 43.4% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -5071.862491 |
|---|---|
| 5-th percentile | -927.7721543 |
| Q1 | -25.61893989 |
| median | 2.808355535 |
| Q3 | 110.580999 |
| 95-th percentile | 1645.879075 |
| Maximum | 5158.728319 |
| Range | 10230.59081 |
| Interquartile range (IQR) | 136.1999389 |
Descriptive statistics
| Standard deviation | 862.2429601 |
|---|---|
| Coefficient of variation (CV) | 9.689871446 |
| Kurtosis | 10.49842238 |
| Mean | 88.98394214 |
| Median Absolute Deviation (MAD) | 48.71038938 |
| Skewness | 0.5638207344 |
| Sum | 292579.2018 |
| Variance | 743462.9222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1377.373602 | 1 | < 0.1% |
| 595.964992 | 1 | < 0.1% |
| 414.2963809 | 1 | < 0.1% |
| -12.51241591 | 1 | < 0.1% |
| 0.2804009708 | 1 | < 0.1% |
| 110.5674005 | 1 | < 0.1% |
| 0.8690250717 | 1 | < 0.1% |
| -927.6525571 | 1 | < 0.1% |
| -469.07879 | 1 | < 0.1% |
| -1003.737265 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -5071.862491 | 1 | |
| -5032.727476 | 1 | |
| -4940.831864 | 1 | |
| -4850.60853 | 1 | |
| -4734.504102 | 1 | |
| -4702.498997 | 1 | |
| -4688.515142 | 1 | |
| -4683.761282 | 1 | |
| -4569.596052 | 1 | |
| -4501.669614 | 1 |
| Value | Count | Frequency (%) |
| 5158.728319 | 1 | |
| 5130.216072 | 1 | |
| 4882.721357 | 1 | |
| 4644.651981 | 1 | |
| 4591.33164 | 1 | |
| 4537.596022 | 1 | |
| 4500.890692 | 1 | |
| 4355.13142 | 1 | |
| 4350.999524 | 1 | |
| 4272.634586 | 1 |
| Distinct | 66 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.587504345 |
| Minimum | -92.85714286 |
|---|---|
| Maximum | 92.85714286 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1486 |
| Negative (%) | 45.2% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -92.85714286 |
|---|---|
| 5-th percentile | -85.71428571 |
| Q1 | -50 |
| median | 28.57142857 |
| Q3 | 64.28571429 |
| 95-th percentile | 92.85714286 |
| Maximum | 92.85714286 |
| Range | 185.7142857 |
| Interquartile range (IQR) | 114.2857143 |
Descriptive statistics
| Standard deviation | 62.22142156 |
|---|---|
| Coefficient of variation (CV) | 7.24557672 |
| Kurtosis | -1.524178495 |
| Mean | 8.587504345 |
| Median Absolute Deviation (MAD) | 57.14285714 |
| Skewness | -0.1563627798 |
| Sum | 28235.71429 |
| Variance | 3871.505301 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 92.85714286 | 258 | 7.8% |
| 85.71428571 | 180 | 5.5% |
| 78.57142857 | 130 | 4.0% |
| 42.85714286 | 127 | 3.9% |
| -50 | 125 | 3.8% |
| 71.42857143 | 124 | 3.8% |
| 50 | 121 | 3.7% |
| -92.85714286 | 115 | 3.5% |
| 64.28571429 | 110 | 3.3% |
| -85.71428571 | 105 | 3.2% |
| Other values (56) | 1893 |
| Value | Count | Frequency (%) |
| -92.85714286 | 115 | |
| -85.71428571 | 105 | |
| -78.57142857 | 29 | 0.9% |
| -78.57142857 | 96 | |
| -71.42857143 | 100 | |
| -71.42857143 | 19 | 0.6% |
| -64.28571429 | 60 | |
| -64.28571429 | 72 | |
| -57.14285714 | 47 | |
| -57.14285714 | 85 |
| Value | Count | Frequency (%) |
| 92.85714286 | 258 | |
| 85.71428571 | 180 | |
| 78.57142857 | 33 | 1.0% |
| 78.57142857 | 130 | |
| 71.42857143 | 124 | |
| 71.42857143 | 24 | 0.7% |
| 64.28571429 | 78 | 2.4% |
| 64.28571429 | 110 | |
| 57.14285714 | 49 | 1.5% |
| 57.14285714 | 90 | 2.7% |
| Distinct | 3262 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.11833107 |
| Minimum | 0 |
|---|---|
| Maximum | 72.07099429 |
| Zeros | 27 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.05484795 |
| Q1 | 18.29870562 |
| median | 24.83462494 |
| Q3 | 33.96942862 |
| 95-th percentile | 52.61623726 |
| Maximum | 72.07099429 |
| Range | 72.07099429 |
| Interquartile range (IQR) | 15.670723 |
Descriptive statistics
| Standard deviation | 12.71983215 |
|---|---|
| Coefficient of variation (CV) | 0.4690492242 |
| Kurtosis | 0.6002021131 |
| Mean | 27.11833107 |
| Median Absolute Deviation (MAD) | 7.342060549 |
| Skewness | 0.8290385434 |
| Sum | 89165.07255 |
| Variance | 161.7941299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27 | 0.8% |
| 28.72610671 | 1 | < 0.1% |
| 36.02418659 | 1 | < 0.1% |
| 24.1512959 | 1 | < 0.1% |
| 62.96368933 | 1 | < 0.1% |
| 15.55319429 | 1 | < 0.1% |
| 39.31153897 | 1 | < 0.1% |
| 27.23635817 | 1 | < 0.1% |
| 30.24255317 | 1 | < 0.1% |
| 31.614722 | 1 | < 0.1% |
| Other values (3252) | 3252 |
| Value | Count | Frequency (%) |
| 0 | 27 | |
| 4.234776289 | 1 | < 0.1% |
| 4.251332717 | 1 | < 0.1% |
| 4.385337652 | 1 | < 0.1% |
| 4.485456734 | 1 | < 0.1% |
| 4.490050966 | 1 | < 0.1% |
| 4.608184955 | 1 | < 0.1% |
| 4.759337714 | 1 | < 0.1% |
| 4.987281011 | 1 | < 0.1% |
| 5.234091288 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.07099429 | 1 | |
| 71.28389514 | 1 | |
| 70.52359408 | 1 | |
| 70.29168485 | 1 | |
| 69.9373778 | 1 | |
| 69.48053301 | 1 | |
| 69.26774433 | 1 | |
| 69.24149325 | 1 | |
| 69.13094812 | 1 | |
| 68.88449794 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.753097569 |
| Minimum | -115.4166094 |
|---|---|
| Maximum | 138.2648831 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1472 |
| Negative (%) | 44.8% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -115.4166094 |
|---|---|
| 5-th percentile | -56.43616529 |
| Q1 | -18.73018446 |
| median | 4.129270891 |
| Q3 | 31.22495264 |
| 95-th percentile | 81.71263699 |
| Maximum | 138.2648831 |
| Range | 253.6814925 |
| Interquartile range (IQR) | 49.9551371 |
Descriptive statistics
| Standard deviation | 40.67702949 |
|---|---|
| Coefficient of variation (CV) | 5.246551991 |
| Kurtosis | 0.0805755481 |
| Mean | 7.753097569 |
| Median Absolute Deviation (MAD) | 24.7342878 |
| Skewness | 0.287149105 |
| Sum | 25492.18481 |
| Variance | 1654.620728 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -53.05069722 | 1 | < 0.1% |
| 19.57442612 | 1 | < 0.1% |
| -77.39115795 | 1 | < 0.1% |
| 84.09945994 | 1 | < 0.1% |
| 51.43139877 | 1 | < 0.1% |
| 58.73966354 | 1 | < 0.1% |
| -15.46397804 | 1 | < 0.1% |
| -5.820806279 | 1 | < 0.1% |
| 85.86687956 | 1 | < 0.1% |
| -15.22469439 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -115.4166094 | 1 | |
| -108.3935427 | 1 | |
| -102.1446364 | 1 | |
| -101.2223016 | 1 | |
| -99.38055876 | 1 | |
| -98.99233816 | 1 | |
| -98.27753624 | 1 | |
| -97.84926249 | 1 | |
| -96.5917425 | 1 | |
| -96.30580109 | 1 |
| Value | Count | Frequency (%) |
| 138.2648831 | 1 | |
| 133.9513333 | 1 | |
| 132.0629597 | 1 | |
| 131.2219812 | 1 | |
| 128.1304027 | 1 | |
| 127.9986787 | 1 | |
| 127.9356292 | 1 | |
| 126.9219697 | 1 | |
| 126.1673179 | 1 | |
| 123.3791434 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9677559585 |
| Minimum | -14.56713248 |
|---|---|
| Maximum | 30.74547062 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1426 |
| Negative (%) | 43.4% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -14.56713248 |
|---|---|
| 5-th percentile | -6.63575342 |
| Q1 | -2.172603152 |
| median | 0.5711235762 |
| Q3 | 3.574502006 |
| 95-th percentile | 9.385326709 |
| Maximum | 30.74547062 |
| Range | 45.3126031 |
| Interquartile range (IQR) | 5.747105158 |
Descriptive statistics
| Standard deviation | 5.233347941 |
|---|---|
| Coefficient of variation (CV) | 5.407714512 |
| Kurtosis | 4.252270704 |
| Mean | 0.9677559585 |
| Median Absolute Deviation (MAD) | 2.833253128 |
| Skewness | 0.9790447317 |
| Sum | 3181.981591 |
| Variance | 27.38793067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -2.332786372 | 1 | < 0.1% |
| 1.463177248 | 1 | < 0.1% |
| -0.6448773754 | 1 | < 0.1% |
| 3.268401861 | 1 | < 0.1% |
| 4.304937324 | 1 | < 0.1% |
| 1.558636271 | 1 | < 0.1% |
| -0.8767473708 | 1 | < 0.1% |
| 2.605156633 | 1 | < 0.1% |
| -0.02267008961 | 1 | < 0.1% |
| 5.547986386 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -14.56713248 | 1 | |
| -14.37962534 | 1 | |
| -13.93773891 | 1 | |
| -13.4956961 | 1 | |
| -13.34869989 | 1 | |
| -13.34310424 | 1 | |
| -13.18244556 | 1 | |
| -13.07506223 | 1 | |
| -13.0641309 | 1 | |
| -12.61275382 | 1 |
| Value | Count | Frequency (%) |
| 30.74547062 | 1 | |
| 30.64614771 | 1 | |
| 30.15995012 | 1 | |
| 30.13891017 | 1 | |
| 30.07274819 | 1 | |
| 29.91095424 | 1 | |
| 29.90716697 | 1 | |
| 29.89175334 | 1 | |
| 29.26865753 | 1 | |
| 28.32867534 | 1 |
| Distinct | 3273 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.88920675 |
| Minimum | 6.853223193 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 6.853223193 |
|---|---|
| 5-th percentile | 27.83059172 |
| Q1 | 41.87350852 |
| median | 52.56514291 |
| Q3 | 65.26529487 |
| 95-th percentile | 83.95211542 |
| Maximum | 100 |
| Range | 93.14677681 |
| Interquartile range (IQR) | 23.39178635 |
Descriptive statistics
| Standard deviation | 16.78497831 |
|---|---|
| Coefficient of variation (CV) | 0.3114719871 |
| Kurtosis | -0.3986989988 |
| Mean | 53.88920675 |
| Median Absolute Deviation (MAD) | 11.68539314 |
| Skewness | 0.2097833172 |
| Sum | 177187.7118 |
| Variance | 281.7354969 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 9 | 0.3% |
| 29.27815565 | 8 | 0.2% |
| 58.54521286 | 1 | < 0.1% |
| 77.29239759 | 1 | < 0.1% |
| 46.82189083 | 1 | < 0.1% |
| 40.11360537 | 1 | < 0.1% |
| 60.61895623 | 1 | < 0.1% |
| 58.77556357 | 1 | < 0.1% |
| 45.4709265 | 1 | < 0.1% |
| 90.87343967 | 1 | < 0.1% |
| Other values (3263) | 3263 |
| Value | Count | Frequency (%) |
| 6.853223193 | 1 | |
| 8.757125871 | 1 | |
| 8.952149731 | 1 | |
| 9.956898793 | 1 | |
| 10.004518 | 1 | |
| 10.15773027 | 1 | |
| 10.47743081 | 1 | |
| 10.74224994 | 1 | |
| 13.73494683 | 1 | |
| 14.35696005 | 1 |
| Value | Count | Frequency (%) |
| 100 | 9 | |
| 94.92971898 | 1 | < 0.1% |
| 94.50007257 | 1 | < 0.1% |
| 94.49574464 | 1 | < 0.1% |
| 93.87775522 | 1 | < 0.1% |
| 93.79597368 | 1 | < 0.1% |
| 93.43559625 | 1 | < 0.1% |
| 93.1802711 | 1 | < 0.1% |
| 93.02455686 | 1 | < 0.1% |
| 92.85116336 | 1 | < 0.1% |
| Distinct | 3275 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5312058977 |
| Minimum | -2.886579864 × 10-15 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | 0.1% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -2.886579864 × 10-15 |
|---|---|
| 5-th percentile | 0.248406698 |
| Q1 | 0.3872272839 |
| median | 0.5342788155 |
| Q3 | 0.6683593713 |
| 95-th percentile | 0.8314292331 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2811320874 |
Descriptive statistics
| Standard deviation | 0.1832745633 |
|---|---|
| Coefficient of variation (CV) | 0.3450160551 |
| Kurtosis | -0.6858266912 |
| Mean | 0.5312058977 |
| Median Absolute Deviation (MAD) | 0.1407460023 |
| Skewness | 0.0008873752523 |
| Sum | 1746.604992 |
| Variance | 0.03358956555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 14 | 0.4% |
| 0.336543506 | 1 | < 0.1% |
| 0.9441084582 | 1 | < 0.1% |
| 0.3604087818 | 1 | < 0.1% |
| 0.1848081922 | 1 | < 0.1% |
| 0.4178766508 | 1 | < 0.1% |
| 0.6002527454 | 1 | < 0.1% |
| 0.3828237869 | 1 | < 0.1% |
| 0.3845670722 | 1 | < 0.1% |
| 0.2889551776 | 1 | < 0.1% |
| Other values (3265) | 3265 |
| Value | Count | Frequency (%) |
| -2.886579864 × 10-15 | 1 | |
| -2.442490654 × 10-15 | 1 | |
| -2.220446049 × 10-15 | 1 | |
| -1.998401444 × 10-15 | 1 | |
| 0.04674984356 | 1 | |
| 0.06445800141 | 1 | |
| 0.07227301924 | 1 | |
| 0.07818947294 | 1 | |
| 0.08484580752 | 1 | |
| 0.08959963748 | 1 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 0.9642098859 | 1 | |
| 0.9591938595 | 1 | |
| 0.9559048323 | 1 | |
| 0.9503844576 | 1 | |
| 0.9490374592 | 1 | |
| 0.945356688 | 1 | |
| 0.9441084582 | 1 | |
| 0.9440781666 | 1 | |
| 0.9402205298 | 1 |
| Distinct | 3281 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.944213452 |
| Minimum | -76.93036498 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1390 |
| Negative (%) | 42.3% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -76.93036498 |
|---|---|
| 5-th percentile | -40.06176765 |
| Q1 | -13.83183419 |
| median | 5.10007014 |
| Q3 | 28.51877202 |
| 95-th percentile | 62.60966888 |
| Maximum | 100 |
| Range | 176.930365 |
| Interquartile range (IQR) | 42.35060621 |
Descriptive statistics
| Standard deviation | 30.396999 |
|---|---|
| Coefficient of variation (CV) | 3.826306932 |
| Kurtosis | -0.4104336317 |
| Mean | 7.944213452 |
| Median Absolute Deviation (MAD) | 20.78141104 |
| Skewness | 0.22953866 |
| Sum | 26120.57383 |
| Variance | 923.9775483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 8 | 0.2% |
| 16.08796343 | 1 | < 0.1% |
| -38.9984245 | 1 | < 0.1% |
| 73.24777922 | 1 | < 0.1% |
| -32.89798749 | 1 | < 0.1% |
| -21.02607936 | 1 | < 0.1% |
| -14.16674555 | 1 | < 0.1% |
| 3.410861642 | 1 | < 0.1% |
| 40.73640997 | 1 | < 0.1% |
| 36.03436835 | 1 | < 0.1% |
| Other values (3271) | 3271 |
| Value | Count | Frequency (%) |
| -76.93036498 | 1 | |
| -76.09017867 | 1 | |
| -75.37551074 | 1 | |
| -72.40652531 | 1 | |
| -72.16841159 | 1 | |
| -69.96791419 | 1 | |
| -66.73152983 | 1 | |
| -66.51653171 | 1 | |
| -63.24386349 | 1 | |
| -62.74744488 | 1 |
| Value | Count | Frequency (%) |
| 100 | 8 | |
| 95.65830664 | 1 | < 0.1% |
| 80.36462516 | 1 | < 0.1% |
| 79.5488925 | 1 | < 0.1% |
| 79.30540584 | 1 | < 0.1% |
| 79.08145113 | 1 | < 0.1% |
| 78.95277427 | 1 | < 0.1% |
| 78.9161372 | 1 | < 0.1% |
| 78.87490812 | 1 | < 0.1% |
| 78.73810403 | 1 | < 0.1% |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.06126921 |
| Minimum | 0.2070304687 |
|---|---|
| Maximum | 99.57895542 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 0.2070304687 |
|---|---|
| 5-th percentile | 5.9537421 |
| Q1 | 23.16045305 |
| median | 57.09080651 |
| Q3 | 85.12958036 |
| 95-th percentile | 97.3213793 |
| Maximum | 99.57895542 |
| Range | 99.37192495 |
| Interquartile range (IQR) | 61.96912731 |
Descriptive statistics
| Standard deviation | 31.98293046 |
|---|---|
| Coefficient of variation (CV) | 0.5916052459 |
| Kurtosis | -1.445126154 |
| Mean | 54.06126921 |
| Median Absolute Deviation (MAD) | 30.73032933 |
| Skewness | -0.1121436341 |
| Sum | 177753.4532 |
| Variance | 1022.907841 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40.12338164 | 1 | < 0.1% |
| 57.01684118 | 1 | < 0.1% |
| 9.640132857 | 1 | < 0.1% |
| 13.10849226 | 1 | < 0.1% |
| 56.81611769 | 1 | < 0.1% |
| 25.6735958 | 1 | < 0.1% |
| 15.10003673 | 1 | < 0.1% |
| 34.90958218 | 1 | < 0.1% |
| 76.62349947 | 1 | < 0.1% |
| 2.853957291 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| 0.2070304687 | 1 | |
| 0.2290425208 | 1 | |
| 0.2495343752 | 1 | |
| 0.3271166384 | 1 | |
| 0.4501125788 | 1 | |
| 0.6123539077 | 1 | |
| 0.7421332846 | 1 | |
| 0.8788735697 | 1 | |
| 0.8948619066 | 1 | |
| 1.083983997 | 1 |
| Value | Count | Frequency (%) |
| 99.57895542 | 1 | |
| 99.51211998 | 1 | |
| 99.50466958 | 1 | |
| 99.45197763 | 1 | |
| 99.40983102 | 1 | |
| 99.4067305 | 1 | |
| 99.38666481 | 1 | |
| 99.3712906 | 1 | |
| 99.35524988 | 1 | |
| 99.34106386 | 1 |
| Distinct | 3270 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.100084092 |
| Minimum | -100 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1439 |
| Negative (%) | 43.8% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | -63.18344643 |
| Q1 | -26.20374549 |
| median | 7.493889617 |
| Q3 | 42.29369454 |
| 95-th percentile | 81.11585421 |
| Maximum | 100 |
| Range | 200 |
| Interquartile range (IQR) | 68.49744003 |
Descriptive statistics
| Standard deviation | 45.03480224 |
|---|---|
| Coefficient of variation (CV) | 5.559794408 |
| Kurtosis | -0.8184810305 |
| Mean | 8.100084092 |
| Median Absolute Deviation (MAD) | 34.30940594 |
| Skewness | -0.01344644782 |
| Sum | 26633.07649 |
| Variance | 2028.133413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7170588131 | 14 | 0.4% |
| -100 | 5 | 0.2% |
| 100 | 2 | 0.1% |
| 61.10383525 | 1 | < 0.1% |
| -34.6391518 | 1 | < 0.1% |
| 64.80422298 | 1 | < 0.1% |
| -89.12716917 | 1 | < 0.1% |
| -6.45293625 | 1 | < 0.1% |
| 60.60878756 | 1 | < 0.1% |
| 49.11379749 | 1 | < 0.1% |
| Other values (3260) | 3260 |
| Value | Count | Frequency (%) |
| -100 | 5 | |
| -98.2069271 | 1 | < 0.1% |
| -97.80326609 | 1 | < 0.1% |
| -95.37465401 | 1 | < 0.1% |
| -95.12550494 | 1 | < 0.1% |
| -93.90690195 | 1 | < 0.1% |
| -93.53183072 | 1 | < 0.1% |
| -93.50337492 | 1 | < 0.1% |
| -92.81629549 | 1 | < 0.1% |
| -92.5427566 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100 | 2 | |
| 99.77796421 | 1 | |
| 99.75203604 | 1 | |
| 99.69867642 | 1 | |
| 99.61887999 | 1 | |
| 99.61351651 | 1 | |
| 99.5499014 | 1 | |
| 99.54130726 | 1 | |
| 99.42944423 | 1 | |
| 99.38891615 | 1 |
| Distinct | 3275 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.45751326 |
| Minimum | 3.550743635 |
|---|---|
| Maximum | 214.7885617 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | 3.550743635 |
|---|---|
| 5-th percentile | 5.598490114 |
| Q1 | 10.65894001 |
| median | 14.90809169 |
| Q3 | 20.04120786 |
| 95-th percentile | 35.02861266 |
| Maximum | 214.7885617 |
| Range | 211.2378181 |
| Interquartile range (IQR) | 9.382267853 |
Descriptive statistics
| Standard deviation | 14.2532573 |
|---|---|
| Coefficient of variation (CV) | 0.8164540437 |
| Kurtosis | 43.25130436 |
| Mean | 17.45751326 |
| Median Absolute Deviation (MAD) | 4.574050677 |
| Skewness | 5.396348041 |
| Sum | 57400.30361 |
| Variance | 203.1553435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 133.8960784 | 14 | 0.4% |
| 8.232082289 | 1 | < 0.1% |
| 12.99641469 | 1 | < 0.1% |
| 52.06100766 | 1 | < 0.1% |
| 9.573108018 | 1 | < 0.1% |
| 11.47875051 | 1 | < 0.1% |
| 12.18102884 | 1 | < 0.1% |
| 22.06853603 | 1 | < 0.1% |
| 19.01708875 | 1 | < 0.1% |
| 28.71928621 | 1 | < 0.1% |
| Other values (3265) | 3265 |
| Value | Count | Frequency (%) |
| 3.550743635 | 1 | |
| 3.554274308 | 1 | |
| 3.572414962 | 1 | |
| 3.577963683 | 1 | |
| 3.578365078 | 1 | |
| 3.592454527 | 1 | |
| 3.613518362 | 1 | |
| 3.626428534 | 1 | |
| 3.659139231 | 1 | |
| 3.677220971 | 1 |
| Value | Count | Frequency (%) |
| 214.7885617 | 1 | < 0.1% |
| 164.521191 | 1 | < 0.1% |
| 155.6245708 | 1 | < 0.1% |
| 144.5411148 | 1 | < 0.1% |
| 133.8960784 | 14 | |
| 123.7156608 | 1 | < 0.1% |
| 123.4063866 | 1 | < 0.1% |
| 120.8723465 | 1 | < 0.1% |
| 120.1217274 | 1 | < 0.1% |
| 108.0327009 | 1 | < 0.1% |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.620104525 |
| Minimum | -48.41984351 |
|---|---|
| Maximum | 55.78904341 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1991 |
| Negative (%) | 60.6% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -48.41984351 |
|---|---|
| 5-th percentile | -19.19674084 |
| Q1 | -10.06401969 |
| median | -3.313297252 |
| Q3 | 5.758756287 |
| 95-th percentile | 20.4282131 |
| Maximum | 55.78904341 |
| Range | 104.2088869 |
| Interquartile range (IQR) | 15.82277597 |
Descriptive statistics
| Standard deviation | 12.32033402 |
|---|---|
| Coefficient of variation (CV) | -7.604653792 |
| Kurtosis | 0.8138503742 |
| Mean | -1.620104525 |
| Median Absolute Deviation (MAD) | 7.620377866 |
| Skewness | 0.5869190106 |
| Sum | -5326.903677 |
| Variance | 151.7906303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -6.353480062 | 1 | < 0.1% |
| 13.64536046 | 1 | < 0.1% |
| 6.955288918 | 1 | < 0.1% |
| 5.196683527 | 1 | < 0.1% |
| -13.81367449 | 1 | < 0.1% |
| -7.835616019 | 1 | < 0.1% |
| -11.74843318 | 1 | < 0.1% |
| 1.634627471 | 1 | < 0.1% |
| -4.031474115 | 1 | < 0.1% |
| 11.51392487 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -48.41984351 | 1 | |
| -43.55706782 | 1 | |
| -38.23584862 | 1 | |
| -32.41296566 | 1 | |
| -31.81683343 | 1 | |
| -30.82972761 | 1 | |
| -30.44142917 | 1 | |
| -29.87628385 | 1 | |
| -29.68997416 | 1 | |
| -29.46917799 | 1 |
| Value | Count | Frequency (%) |
| 55.78904341 | 1 | |
| 52.45196809 | 1 | |
| 51.44644842 | 1 | |
| 50.89501178 | 1 | |
| 49.52287154 | 1 | |
| 46.97826043 | 1 | |
| 45.62210805 | 1 | |
| 44.8253305 | 1 | |
| 44.80960064 | 1 | |
| 42.27393637 | 1 |
| Distinct | 1220 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -301.3659908 |
| Minimum | -537.3324433 |
|---|---|
| Maximum | 47.517011 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 3230 |
| Negative (%) | 98.2% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -537.3324433 |
|---|---|
| 5-th percentile | -469.1552139 |
| Q1 | -339.1333681 |
| median | -339.1333681 |
| Q3 | -339.1333681 |
| 95-th percentile | -19.63719387 |
| Maximum | 47.517011 |
| Range | 584.8494543 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 116.2765047 |
|---|---|
| Coefficient of variation (CV) | -0.3858315413 |
| Kurtosis | 1.062268615 |
| Mean | -301.3659908 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.257713721 |
| Sum | -990891.3778 |
| Variance | 13520.22555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -339.1333681 | 2069 | |
| -434.1150461 | 1 | < 0.1% |
| -467.9711171 | 1 | < 0.1% |
| -371.8056396 | 1 | < 0.1% |
| -475.8107455 | 1 | < 0.1% |
| -103.9147704 | 1 | < 0.1% |
| -25.59949351 | 1 | < 0.1% |
| -161.0416849 | 1 | < 0.1% |
| -499.4116596 | 1 | < 0.1% |
| -11.27182926 | 1 | < 0.1% |
| Other values (1210) | 1210 |
| Value | Count | Frequency (%) |
| -537.3324433 | 1 | |
| -536.6421854 | 1 | |
| -528.2322885 | 1 | |
| -527.2331043 | 1 | |
| -526.5043383 | 1 | |
| -523.6497418 | 1 | |
| -522.9149357 | 1 | |
| -522.7435449 | 1 | |
| -522.7028819 | 1 | |
| -522.6070859 | 1 |
| Value | Count | Frequency (%) |
| 47.517011 | 1 | |
| 46.38946077 | 1 | |
| 39.66592172 | 1 | |
| 39.62292631 | 1 | |
| 38.80514891 | 1 | |
| 37.29649317 | 1 | |
| 35.0742147 | 1 | |
| 33.445237 | 1 | |
| 29.39419397 | 1 | |
| 28.9459896 | 1 |
| Distinct | 3281 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2956.256785 |
| Minimum | -714.2749419 |
|---|---|
| Maximum | 7740.133561 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 327 |
| Negative (%) | 9.9% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -714.2749419 |
|---|---|
| 5-th percentile | -302.8202657 |
| Q1 | 1023.509425 |
| median | 3033.646276 |
| Q3 | 4247.224912 |
| 95-th percentile | 7036.467743 |
| Maximum | 7740.133561 |
| Range | 8454.408502 |
| Interquartile range (IQR) | 3223.715486 |
Descriptive statistics
| Standard deviation | 2266.548098 |
|---|---|
| Coefficient of variation (CV) | 0.7666952715 |
| Kurtosis | -0.8107584879 |
| Mean | 2956.256785 |
| Median Absolute Deviation (MAD) | 1673.184345 |
| Skewness | 0.3348740705 |
| Sum | 9720172.308 |
| Variance | 5137240.281 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1788.746164 | 8 | 0.2% |
| 2586.374417 | 1 | < 0.1% |
| 1733.604873 | 1 | < 0.1% |
| 2183.080467 | 1 | < 0.1% |
| 4241.41492 | 1 | < 0.1% |
| 6997.379528 | 1 | < 0.1% |
| 3604.048623 | 1 | < 0.1% |
| 4005.870485 | 1 | < 0.1% |
| 2746.546985 | 1 | < 0.1% |
| -12.75444012 | 1 | < 0.1% |
| Other values (3271) | 3271 |
| Value | Count | Frequency (%) |
| -714.2749419 | 1 | |
| -712.2004914 | 1 | |
| -709.2664867 | 1 | |
| -677.3202492 | 1 | |
| -672.9963302 | 1 | |
| -670.0579418 | 1 | |
| -666.7700357 | 1 | |
| -664.6483321 | 1 | |
| -642.3217285 | 1 | |
| -640.4462333 | 1 |
| Value | Count | Frequency (%) |
| 7740.133561 | 1 | |
| 7707.449736 | 1 | |
| 7694.120786 | 1 | |
| 7665.692331 | 1 | |
| 7650.136949 | 1 | |
| 7646.330443 | 1 | |
| 7640.661887 | 1 | |
| 7619.848103 | 1 | |
| 7608.542282 | 1 | |
| 7606.322165 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -610.0242091 |
| Minimum | -191909.2454 |
|---|---|
| Maximum | 111322.742 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1633 |
| Negative (%) | 49.7% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -191909.2454 |
|---|---|
| 5-th percentile | -17557.84387 |
| Q1 | -736.6927411 |
| median | 1.397743335 |
| Q3 | 750.467444 |
| 95-th percentile | 13312.20379 |
| Maximum | 111322.742 |
| Range | 303231.9874 |
| Interquartile range (IQR) | 1487.160185 |
Descriptive statistics
| Standard deviation | 15072.72853 |
|---|---|
| Coefficient of variation (CV) | -24.70841043 |
| Kurtosis | 31.72395749 |
| Mean | -610.0242091 |
| Median Absolute Deviation (MAD) | 745.3635991 |
| Skewness | -1.86277513 |
| Sum | -2005759.6 |
| Variance | 227187145.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16705.28431 | 1 | < 0.1% |
| 12173.77714 | 1 | < 0.1% |
| -28.9929117 | 1 | < 0.1% |
| -4053.468032 | 1 | < 0.1% |
| -366.8520334 | 1 | < 0.1% |
| -2258.876582 | 1 | < 0.1% |
| 8628.678712 | 1 | < 0.1% |
| 2175.48797 | 1 | < 0.1% |
| -1134.652561 | 1 | < 0.1% |
| 92.65522734 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -191909.2454 | 1 | |
| -155866.2692 | 1 | |
| -142463.5784 | 1 | |
| -141323.819 | 1 | |
| -132717.5679 | 1 | |
| -125618.8326 | 1 | |
| -104959.0748 | 1 | |
| -104081.6159 | 1 | |
| -96557.53742 | 1 | |
| -91553.1683 | 1 |
| Value | Count | Frequency (%) |
| 111322.742 | 1 | |
| 110780.8098 | 1 | |
| 105373.3594 | 1 | |
| 98825.70413 | 1 | |
| 97509.78717 | 1 | |
| 96939.158 | 1 | |
| 89804.22154 | 1 | |
| 88299.06682 | 1 | |
| 79367.71792 | 1 | |
| 77769.30362 | 1 |
| Distinct | 3288 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -612.6771869 |
| Minimum | -66761.08387 |
|---|---|
| Maximum | 53568.41624 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1762 |
| Negative (%) | 53.6% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -66761.08387 |
|---|---|
| 5-th percentile | -12380.29735 |
| Q1 | -540.9733165 |
| median | -14.96317185 |
| Q3 | 376.2834673 |
| 95-th percentile | 6953.220299 |
| Maximum | 53568.41624 |
| Range | 120329.5001 |
| Interquartile range (IQR) | 917.2567838 |
Descriptive statistics
| Standard deviation | 7959.782665 |
|---|---|
| Coefficient of variation (CV) | -12.9918052 |
| Kurtosis | 18.37999969 |
| Mean | -612.6771869 |
| Median Absolute Deviation (MAD) | 447.9644132 |
| Skewness | -1.154059174 |
| Sum | -2014482.591 |
| Variance | 63358140.07 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -60.91375213 | 1 | < 0.1% |
| -59.03671663 | 1 | < 0.1% |
| 4919.804807 | 1 | < 0.1% |
| -20641.37714 | 1 | < 0.1% |
| 7187.921282 | 1 | < 0.1% |
| 5104.535052 | 1 | < 0.1% |
| -1126.975607 | 1 | < 0.1% |
| 894.129096 | 1 | < 0.1% |
| -1986.775722 | 1 | < 0.1% |
| 17569.12733 | 1 | < 0.1% |
| Other values (3278) | 3278 |
| Value | Count | Frequency (%) |
| -66761.08387 | 1 | |
| -66012.61586 | 1 | |
| -61610.05361 | 1 | |
| -61094.48416 | 1 | |
| -61055.58828 | 1 | |
| -59461.76283 | 1 | |
| -55537.5588 | 1 | |
| -52988.56986 | 1 | |
| -52799.89263 | 1 | |
| -51437.79943 | 1 |
| Value | Count | Frequency (%) |
| 53568.41624 | 1 | |
| 52402.73235 | 1 | |
| 49754.10517 | 1 | |
| 48443.05267 | 1 | |
| 41734.73516 | 1 | |
| 41061.03488 | 1 | |
| 40945.08073 | 1 | |
| 40043.89452 | 1 | |
| 39670.61862 | 1 | |
| 37377.27194 | 1 |
| Distinct | 3281 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.002565956891 |
| Minimum | -0.3662865045 |
|---|---|
| Maximum | 0.3407056489 |
| Zeros | 7 |
| Zeros (%) | 0.2% |
| Negative | 1511 |
| Negative (%) | 46.0% |
| Memory size | 25.8 KiB |
Quantile statistics
| Minimum | -0.3662865045 |
|---|---|
| 5-th percentile | -0.05211672565 |
| Q1 | -0.01140172405 |
| median | 0.001440352266 |
| Q3 | 0.01781941061 |
| 95-th percentile | 0.0585193349 |
| Maximum | 0.3407056489 |
| Range | 0.7069921534 |
| Interquartile range (IQR) | 0.02922113466 |
Descriptive statistics
| Standard deviation | 0.03738263587 |
|---|---|
| Coefficient of variation (CV) | 14.5686921 |
| Kurtosis | 11.82799675 |
| Mean | 0.002565956891 |
| Median Absolute Deviation (MAD) | 0.01432213216 |
| Skewness | 0.006322636055 |
| Sum | 8.4343003 |
| Variance | 0.001397461465 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7 | 0.2% |
| -0.002267836192 | 1 | < 0.1% |
| -0.005449178878 | 1 | < 0.1% |
| -0.002670817601 | 1 | < 0.1% |
| 0.006583777924 | 1 | < 0.1% |
| -0.04492603715 | 1 | < 0.1% |
| 0.04428527348 | 1 | < 0.1% |
| -0.000568985826 | 1 | < 0.1% |
| -0.03684799732 | 1 | < 0.1% |
| -0.01375479288 | 1 | < 0.1% |
| Other values (3271) | 3271 |
| Value | Count | Frequency (%) |
| -0.3662865045 | 1 | |
| -0.2943112319 | 1 | |
| -0.2340741861 | 1 | |
| -0.2180546057 | 1 | |
| -0.2065728235 | 1 | |
| -0.202831402 | 1 | |
| -0.170617001 | 1 | |
| -0.1521566296 | 1 | |
| -0.1505704023 | 1 | |
| -0.1500172973 | 1 |
| Value | Count | Frequency (%) |
| 0.3407056489 | 1 | |
| 0.2945490929 | 1 | |
| 0.2351887452 | 1 | |
| 0.2115791144 | 1 | |
| 0.2011855669 | 1 | |
| 0.1983345015 | 1 | |
| 0.1981089705 | 1 | |
| 0.1822357398 | 1 | |
| 0.1803038229 | 1 | |
| 0.1789381206 | 1 |
buy_indicator
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 25.8 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 9861 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2882 | |
| 1.0 | 405 | 12.3% |
| (Missing) | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 2882 | |
| 1.0 | 405 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6574 | |
| Other Punctuation | 3287 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| 1 | 405 | 6.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3287 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 9861 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9861 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 25.8 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 9861 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2882 | |
| 1.0 | 405 | 12.3% |
| (Missing) | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 2882 | |
| 1.0 | 405 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6574 | |
| Other Punctuation | 3287 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| 1 | 405 | 6.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3287 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 9861 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 9861 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6169 | |
| . | 3287 | |
| 1 | 405 | 4.1% |
short_indicator
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 25.8 KiB |
| 0.0 | |
|---|---|
| -1.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.114998479 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10239 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2909 | |
| -1.0 | 378 | 11.5% |
| (Missing) | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 2909 | |
| 1.0 | 378 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6574 | |
| Other Punctuation | 3287 | |
| Dash Punctuation | 378 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| 1 | 378 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3287 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10239 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10239 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 25.8 KiB |
| 0.0 | |
|---|---|
| -1.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.114998479 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10239 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2909 | |
| -1.0 | 378 | 11.5% |
| (Missing) | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 2909 | |
| 1.0 | 378 | 11.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6574 | |
| Other Punctuation | 3287 | |
| Dash Punctuation | 378 | 3.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| 1 | 378 | 5.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 3287 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 378 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10239 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10239 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6196 | |
| . | 3287 | |
| - | 378 | 3.7% |
| 1 | 378 | 3.7% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | time | open | high | low | close | volume | sma5-20 | sma8-15 | sma20-50 | ema5-20 | macd | ao14 | adx14 | wd14 | ppo12-26 | rsi14 | mfi14 | tsi | so14 | cmo14 | atrp14 | pvo12-26 | adl | obv | fi13 | fi50 | return | buy_indicator | close_buy_indicator | short_indicator | close_short_indicator | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2013-04-01 00:00:00 | 100.717061 | 100.786451 | 100.615535 | 100.695739 | 47.863155 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 100.00000 | 0.5 | 0.000000 | 48.975300 | -0.717059 | 133.896078 | 0.000000 | 0.000000 | 47.863155 | 0.000000 | 0.000000 | NaN | 0.0 | NaN | 0.0 | NaN |
| 1 | 1 | 2013-04-02 00:00:00 | 111.655503 | 111.764190 | 111.569298 | 111.678867 | 61.860369 | 0.000000 | 0.320341 | 0.164747 | 0.823735 | 0.246416 | 7.142857 | 0.0 | 101.021075 | 0.231598 | 100.00000 | 0.5 | 100.000000 | 65.728425 | -0.717059 | 133.896078 | 2.283409 | 7.695783 | 109.723524 | 679.420328 | 679.420328 | 0.109072 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 2 | 2013-04-03 00:00:00 | 129.665571 | 130.012184 | 129.315126 | 129.649727 | 55.582074 | 0.000000 | 1.132636 | 0.581585 | 2.902823 | 0.871259 | 14.285714 | 0.0 | 102.916021 | 0.759251 | 100.00000 | 0.5 | 100.000000 | 76.741288 | -0.717059 | 133.896078 | 2.991901 | 5.474606 | 165.305598 | 725.054237 | 691.947284 | 0.160915 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | 3 | 2013-04-04 00:00:00 | 133.171426 | 133.297527 | 133.031620 | 133.153824 | 34.093443 | 0.000000 | 1.600080 | 0.854316 | 4.000126 | 1.260611 | 21.428571 | 0.0 | 98.990317 | 1.051414 | 100.00000 | 0.5 | 100.000000 | 84.347625 | -0.717059 | 133.896078 | 0.061858 | 2.718151 | 199.399041 | 638.541736 | 669.497066 | 0.027027 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | 4 | 2013-04-05 00:00:00 | 138.972033 | 139.098145 | 138.931069 | 139.038253 | 35.663851 | 0.000000 | 2.093920 | 1.150752 | 5.136075 | 1.679795 | 28.571429 | 0.0 | 97.760628 | 1.351016 | 100.00000 | 0.5 | 100.000000 | 89.513206 | -0.717059 | 133.896078 | -2.069966 | 12.813142 | 235.062892 | 577.301689 | 651.472138 | 0.044193 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | 5 | 2013-04-06 00:00:00 | 142.960870 | 142.991155 | 142.932169 | 142.962936 | 25.495716 | 5.100164 | 2.525941 | 1.433738 | 6.068590 | 2.068029 | 35.714286 | 0.0 | 96.104064 | 1.614808 | 100.00000 | 0.5 | 100.000000 | 92.986607 | -0.717059 | 133.896078 | -5.623567 | 13.915238 | 260.558608 | 509.124677 | 629.848235 | 0.028227 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | 6 | 2013-04-07 00:00:00 | 158.574472 | 158.692451 | 158.435474 | 158.560298 | 27.448554 | 9.853059 | 3.674796 | 2.057554 | 8.860887 | 2.987972 | 42.857143 | 0.0 | 100.831807 | 2.238354 | 100.00000 | 0.5 | 100.000000 | 95.248555 | -0.717059 | 133.896078 | -8.187777 | 13.132390 | 288.007163 | 497.553299 | 621.937521 | 0.109101 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | 7 | 2013-04-08 00:00:00 | 183.921223 | 184.170420 | 183.663029 | 183.907969 | 35.528674 | 14.068704 | 5.941371 | 3.235594 | 14.424215 | 4.762311 | 50.000000 | 0.0 | 105.662009 | 3.362897 | 100.00000 | 0.5 | 100.000000 | 96.727668 | -0.717059 | 133.896078 | -8.643451 | 11.906192 | 323.535836 | 555.126990 | 632.864251 | 0.159861 | 0.0 | 0.0 | 0.0 | 0.0 |
| 8 | 8 | 2013-04-09 00:00:00 | 220.276678 | 220.691256 | 219.976618 | 220.383264 | 32.858600 | 22.300447 | 9.718918 | 5.196484 | 23.584992 | 7.728218 | 57.142857 | 0.0 | 109.467469 | 5.041607 | 100.00000 | 0.5 | 100.000000 | 97.732946 | -0.717059 | 133.896078 | -9.467351 | 16.442270 | 356.394436 | 647.041296 | 655.047109 | 0.198335 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | 9 | 2013-04-10 00:00:00 | 197.455338 | 199.327976 | 195.375450 | 197.295749 | 65.013090 | 28.889381 | 10.193259 | 5.908058 | 23.507934 | 8.530494 | 57.142857 | 0.0 | 56.578869 | 5.352926 | 80.31691 | 0.5 | 95.658307 | 91.993977 | -0.717059 | 133.896078 | -3.755790 | 14.601220 | 291.381346 | 340.179580 | 570.496606 | -0.104761 | 0.0 | 0.0 | 0.0 | 0.0 |
Last rows
| df_index | time | open | high | low | close | volume | sma5-20 | sma8-15 | sma20-50 | ema5-20 | macd | ao14 | adx14 | wd14 | ppo12-26 | rsi14 | mfi14 | tsi | so14 | cmo14 | atrp14 | pvo12-26 | adl | obv | fi13 | fi50 | return | buy_indicator | close_buy_indicator | short_indicator | close_short_indicator | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3278 | 3278 | 2022-03-23 00:00:00 | 42261.966787 | 42283.067980 | 42235.578676 | 42262.568459 | 12.990018 | 1698.683592 | 515.009422 | -201.839697 | 1063.173592 | 441.882915 | 57.142857 | 11.883298 | 23.738198 | 1.087673 | 57.730523 | 0.510458 | 6.586698 | 87.824246 | 39.619849 | 12.775718 | -12.010515 | -339.133368 | 6607.863737 | 4577.143614 | -459.582048 | -0.004795 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3279 | 3279 | 2022-03-24 00:00:00 | 43350.154227 | 43376.342269 | 43308.898596 | 43349.937067 | 23.916377 | 1874.700066 | 638.775854 | -46.932276 | 1333.498983 | 591.157871 | 71.428571 | 12.688855 | 36.930875 | 1.447915 | 61.651602 | 0.626147 | 8.991027 | 91.694248 | 62.106326 | 12.325728 | -7.437909 | -339.133368 | 6631.780114 | 7638.397009 | 578.280674 | 0.025729 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3280 | 3280 | 2022-03-25 00:00:00 | 44292.578640 | 44318.171426 | 44257.561285 | 44292.470632 | 23.367399 | 2147.988432 | 796.897222 | 140.704093 | 1678.631847 | 776.562206 | 78.571429 | 13.874660 | 46.102753 | 1.890144 | 64.707675 | 0.741283 | 11.991174 | 94.310101 | 65.957032 | 12.097720 | -4.144568 | -339.133368 | 6655.147513 | 9693.562834 | 1419.311149 | 0.021742 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3281 | 3281 | 2022-03-26 00:00:00 | 44408.916445 | 44423.515249 | 44385.974606 | 44408.829275 | 6.794395 | 2538.753027 | 893.684208 | 309.806019 | 1861.221763 | 922.254471 | 85.714286 | 15.023829 | 44.248888 | 2.231385 | 65.077678 | 0.742134 | 14.570943 | 96.121069 | 70.941209 | 12.116486 | -9.047425 | -339.133368 | 6661.941908 | 8421.709080 | 1394.655283 | 0.002627 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3282 | 3282 | 2022-03-27 00:00:00 | 44962.116136 | 44982.980708 | 44927.771723 | 44963.634709 | 12.436616 | 2703.097681 | 988.667986 | 486.727582 | 2044.365491 | 1070.148794 | 92.857143 | 16.349147 | 48.472760 | 2.572466 | 66.861632 | 0.787527 | 17.295095 | 97.311261 | 76.372603 | 12.101397 | -10.362764 | -339.133368 | 6674.378523 | 8204.308063 | 1610.547309 | 0.012493 | 1.0 | 0.0 | 0.0 | 0.0 |
| 3283 | 3283 | 2022-03-28 00:00:00 | 47319.214475 | 47345.792188 | 47269.306334 | 47319.411566 | 19.854438 | 3280.535674 | 1254.880585 | 770.680595 | 2650.831895 | 1361.750206 | 92.857143 | 18.481880 | 71.216905 | 3.240428 | 73.136696 | 0.865118 | 21.945517 | 98.102238 | 81.164561 | 11.930652 | -7.673921 | -339.133368 | 6694.232962 | 13714.067858 | 3381.609244 | 0.052393 | 0.0 | 1.0 | 0.0 | 0.0 |
| 3284 | 3284 | 2022-03-29 00:00:00 | 47564.770556 | 47587.509375 | 47526.370626 | 47564.554843 | 14.606141 | 3822.656362 | 1425.028628 | 1028.370725 | 2990.851082 | 1594.249919 | 92.857143 | 20.541110 | 68.710087 | 3.756993 | 73.694905 | 0.865559 | 25.879902 | 98.631198 | 79.167331 | 12.120731 | -8.018221 | -339.133368 | 6708.839102 | 12266.429194 | 3389.412693 | 0.005181 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3285 | 3285 | 2022-03-30 00:00:00 | 47246.906548 | 47268.970109 | 47215.526908 | 47246.976982 | 12.991325 | 4032.859137 | 1470.364070 | 1230.743607 | 3025.380590 | 1732.905877 | 85.714286 | 22.162527 | 57.234143 | 4.049725 | 71.618658 | 0.790095 | 28.535093 | 97.394212 | 71.207580 | 12.336382 | -9.024172 | -339.133368 | 6695.847777 | 9924.688281 | 3094.700148 | -0.006677 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3286 | 3286 | 2022-03-31 00:00:00 | 46673.600516 | 46697.861632 | 46639.564317 | 46672.315864 | 21.386556 | 4100.267854 | 1404.504080 | 1369.872002 | 2813.340008 | 1775.949334 | 78.571429 | 23.133512 | 41.179622 | 4.122614 | 67.891293 | 0.692042 | 29.728245 | 93.673265 | 60.571251 | 12.605268 | -5.591244 | -339.133368 | 6674.461221 | 6751.158184 | 2491.377696 | -0.012163 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3287 | 3287 | 2022-04-01 00:00:00 | 45544.913743 | 45575.075542 | 45513.752377 | 45545.594293 | 22.543920 | 3894.916958 | 1211.126320 | 1422.575788 | 2327.863093 | 1699.553179 | 57.142857 | 23.074253 | 16.809827 | 3.928604 | 61.169290 | 0.592076 | 28.778099 | 85.321938 | 38.139251 | 13.006900 | -2.385058 | -339.133368 | 6651.917301 | 2158.032532 | 1397.569889 | -0.024141 | NaN | 0.0 | NaN | 0.0 |